Focus Areas

Research

Research areas built around clinical meaning, inspectable models, and careful evaluation.

Axial medical scan representing pancreatic CT analysis and preprocessing
Pancreatic CT preprocessing view for the current research workflow. demo

Explainable Pancreatic CT Segmentation

Current research into clinically meaningful 3D segmentation using deep learning and Vision Transformers.

Medical Image Analysis3D Medical Image SegmentationVision TransformersTrustworthy AI
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Grad-CAM activation overlay highlighting neural network decision regions
Grad-CAM overlays on misclassified guava leaves, field-condition subset. demo

Explainable AI for Healthcare

Classification and ensemble-learning research designed to make clinical predictions more inspectable.

AI for HealthcareExplainable AI (XAI)Machine Learning
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